Autonomously sweep field, competitor, and audience sources

What it does

Agent: runs an autonomous external sweep across the topic area — searching for new tools, frameworks, and techniques that have emerged since the last update, pulling how named competitor programs have changed curriculum, price, or positioning, and sampling audience discourse from community threads and social. Loops across multiple sources and consolidates raw findings into a structured drift dossier. Warranted as an agent because the work is multi-source web research that runs unattended rather than a single judgement call; the educator reviews the dossier rather than driving each query.

Trigger: Use when you suspect your curriculum may have drifted from what the market now expects and want an unattended research sweep before the diagnosis review.

Autonomy: Acts autonomously — runs end-to-end without a human in each loop.